projects
Selected research projects.
ICLR 2026
Two-Way Is Better Than One: Bidirectional Alignment with Cycle Consistency
Bidirectional projector alignment with cycle consistency for exemplar-free class-incremental learning.
CVPR 2026 Findings
Revisiting Prototype Rehearsal for Exemplar-Free Continual Learning
Manifold-aware boundary sampling with adaptive class-balanced loss for prototype rehearsal.
PEFT-CIL
Failure-Aware Residual Adaptation for Class-Incremental Learning
Failure-localized residual correction for parameter-efficient continual learning with frozen vision backbones.
EFCIL
Adaptive Distillation via Online Drift Projection
Class-wise drift estimation and drift-weighted distillation for exemplar-free class-incremental learning.